Using evoked EMG as a synthetic force sensor of isometric electrically stimulated muscle.
A method for the estimation of the force generated by electrically stimulated muscle during isometric contraction is developed here. It is based upon measurements of the evoked electromyogram (EMG) [EEMG] signal. Muscle stimulation is provided to the quadriceps muscle of a paralyzed human subject using percutaneous intramuscular electrodes, and EEMG signals are collected using surface electrodes. Through the use of novel signal acquisition and processing techniques, as well as a mathematical model that reflects both the excitation and activation phenomena involved in isometric muscle force generation, accurate prediction of stimulated muscle forces is obtained for large time horizons. This approach yields synthetic muscle force estimates for both unfatigued and fatigued states of the stimulated muscle. In addition, a method is developed that accomplishes automatic recalibration of the model to account for day-to-day changes in pickup electrode mounting as well as other factors contributing to EEMG gain variations. It is demonstrated that the use of the measured EEMG as the input to a predictive model of muscle torque generation is superior to the use of the electrical stimulation signal as the model input. This is because the measured EEMG signal captures all of the neural excitation, whereas stimulation-to-torque models only reflect that portion of the neural excitation that results directly from stimulation. The time-varying properties of the excitation process cannot be captured by existing stimulation-to-torque models, but they are tracked by the EEMG-to-torque models that are developed here. This work represents a promising approach to the real-time estimation of stimulated muscle force in functional neuromuscular stimulation applications.
Erfanian
A
A
Department of Biomedical Engineering, Iran University of Science and Technology, Narmak, Tehran, Iran. erfanian@rose.ipm.ac.ir
Chizeck
H J
HJ
Hashemi
R M
RM
D016477:Artifacts; D002138:Calibration; D004599:Electric Stimulation Therapy; D004566:Electrodes; D004576:Electromyography; D006801:Humans; D007537:Isometric Contraction; D007719:Knee Joint / Q000503:physiopathology; D016014:Linear Models; D010264:Paraplegia / Q000534:rehabilitation*; D012815:Signal Processing, Computer-Assisted; D013269:Stochastic Processes